| Few-Shot Learning for Opinion Summarization | Apr 30, 2020 | Few-Shot LearningInformativeness | CodeCode Available | 1 |
| Beyond Opinion Mining: Summarizing Opinions of Customer Reviews | Jun 3, 2022 | Opinion MiningOpinion Summarization | CodeCode Available | 1 |
| Unsupervised Opinion Summarization with Content Planning | Dec 14, 2020 | Abstractive Text SummarizationOpinion Summarization | CodeCode Available | 1 |
| Comparative Opinion Summarization via Collaborative Decoding | Oct 14, 2021 | Opinion Summarization | CodeCode Available | 1 |
| Unsupervised Opinion Summarization with Noising and Denoising | Apr 21, 2020 | Abstractive Text SummarizationDenoising | CodeCode Available | 1 |
| Attributable and Scalable Opinion Summarization | May 19, 2023 | Opinion SummarizationUnsupervised Opinion Summarization | CodeCode Available | 1 |
| Synchronous Double-channel Recurrent Network for Aspect-Opinion Pair Extraction | Jul 1, 2020 | Entity Extraction using GANOpinion Mining | CodeCode Available | 1 |
| Convex Aggregation for Opinion Summarization | Apr 3, 2021 | Opinion SummarizationUnsupervised Opinion Summarization | CodeCode Available | 1 |
| Self-Supervised Multimodal Opinion Summarization | May 27, 2021 | DecoderOpinion Summarization | CodeCode Available | 1 |
| Aspect-Controllable Opinion Summarization | Sep 7, 2021 | Opinion Summarization | CodeCode Available | 1 |
| Learning Opinion Summarizers by Selecting Informative Reviews | Sep 9, 2021 | Few-Shot LearningOpinion Summarization | CodeCode Available | 1 |
| OpinionDigest: A Simple Framework for Opinion Summarization | May 5, 2020 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Prompted Opinion Summarization with GPT-3.5 | Nov 29, 2022 | Opinion SummarizationText Summarization | CodeCode Available | 1 |
| Matching The Statements: A Simple and Accurate Model for Key Point Analysis | Nov 1, 2021 | Opinion MiningOpinion Summarization | CodeCode Available | 1 |
| Extractive Opinion Summarization in Quantized Transformer Spaces | Dec 8, 2020 | ClusteringExtract Aspect | CodeCode Available | 1 |
| Measuring the Effect of Discourse Relations on Blog Summarization | Aug 19, 2017 | ArticlesOpinion Summarization | —Unverified | 0 |
| AaKOS: Aspect-adaptive Knowledge-based Opinion Summarization | May 26, 2023 | Opinion SummarizationText Generation | —Unverified | 0 |
| A Multi-Granularity Opinion Summarization Method | Jan 16, 2022 | ClusteringOpinion Mining | —Unverified | 0 |
| Analyzing Coreference and Bridging in Product Reviews | Oct 1, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | —Unverified | 0 |
| Aspect-Aware Decomposition for Opinion Summarization | Jan 27, 2025 | Opinion Summarization | —Unverified | 0 |
| Aspect-based Opinion Summarization with Convolutional Neural Networks | Nov 30, 2015 | Aspect ExtractionClassification | —Unverified | 0 |
| Aspect-Based Opinion Summarization with Argumentation Schemes | Jun 11, 2025 | Opinion Summarization | —Unverified | 0 |
| Automatically Evaluating Opinion Prevalence in Opinion Summarization | Jul 26, 2023 | Opinion SummarizationUnsupervised Opinion Summarization | —Unverified | 0 |
| Comparative Opinion Summarization via Collaborative Decoding | Nov 16, 2021 | Opinion Summarization | —Unverified | 0 |
| Distilling Opinions at Scale: Incremental Opinion Summarization using XL-OPSUMM | Jun 16, 2024 | 8kOpinion Summarization | —Unverified | 0 |
| Fine-Grained Opinion Summarization with Minimal Supervision | Oct 17, 2021 | Fine-Grained Opinion AnalysisOpinion Summarization | —Unverified | 0 |
| Generalization Methods for In-Domain and Cross-Domain Opinion Holder Extraction | Apr 1, 2012 | Clusteringdomain classification | —Unverified | 0 |
| Improving Opinion Summarization by Assessing Sentence Importance in On-line Reviews | Oct 1, 2017 | Opinion SummarizationSentence | —Unverified | 0 |
| Informative and Controllable Opinion Summarization | Sep 5, 2019 | Opinion Summarization | —Unverified | 0 |
| Large, Small or Both: A Novel Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization | Mar 12, 2024 | Data AugmentationLanguage Modelling | —Unverified | 0 |
| LFOSum: Summarizing Long-form Opinions with Large Language Models | Oct 16, 2024 | FormLanguage Modelling | —Unverified | 0 |
| Not All Reviews Are Equal: Towards Addressing Reviewer Biases for Opinion Summarization | Jul 1, 2019 | AllOpinion Summarization | —Unverified | 0 |
| On Improving Informativity and Grammaticality for Multi-Sentence Compression | May 7, 2016 | Language ModelingLanguage Modelling | —Unverified | 0 |
| OpineSum: Entailment-based self-training for abstractive opinion summarization | Dec 21, 2022 | Abstractive Text SummarizationArticles | —Unverified | 0 |
| Opinion Holder and Target Extraction for Verb-based Opinion Predicates – The Problem is Not Solved | Sep 1, 2015 | domain classificationOpinion Summarization | —Unverified | 0 |
| Opinion Holder and Target Extraction on Opinion Compounds â A Linguistic Approach | Jun 1, 2016 | Opinion SummarizationQuestion Answering | —Unverified | 0 |
| OrderSum: Reading Order-Aware Unsupervised Opinion Summarization | Nov 16, 2021 | Opinion SummarizationUnsupervised Opinion Summarization | —Unverified | 0 |
| Product Description and QA Assisted Self-Supervised Opinion Summarization | Apr 8, 2024 | DecoderOpinion Summarization | —Unverified | 0 |
| Query-Focused Opinion Summarization for User-Generated Content | Jun 17, 2016 | DiversityOpinion Summarization | —Unverified | 0 |
| Recursive Neural Structural Correspondence Network for Cross-domain Aspect and Opinion Co-Extraction | Jul 1, 2018 | Domain AdaptationExtract Aspect | —Unverified | 0 |
| Review Mining for Feature Based Opinion Summarization and Visualization | Apr 13, 2015 | MarketingOpinion Mining | —Unverified | 0 |
| Self-Supervised and Controlled Multi-Document Opinion Summarization | Apr 30, 2020 | Abstractive Text SummarizationOpinion Summarization | —Unverified | 0 |
| SEOpinion: Summarization and Exploration Opinion of E-Commerce Websites | Dec 12, 2023 | Aspect ExtractionDescriptive | —Unverified | 0 |
| Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization | Mar 21, 2023 | Natural Language InferenceOpinion Summarization | —Unverified | 0 |
| Syntactically Meaningful and Transferable Recursive Neural Networks for Aspect and Opinion Extraction | Dec 1, 2019 | Opinion MiningOpinion Summarization | —Unverified | 0 |
| Thesis: Document Summarization with applications to Keyword extraction and Image Retrieval | May 20, 2024 | ArticlesDocument Summarization | —Unverified | 0 |
| Towards Opinion Summarization from Online Forums | Sep 1, 2015 | Opinion SummarizationText Summarization | —Unverified | 0 |
| Towards Opinion Summarization of Customer Reviews | Jul 1, 2018 | Abstractive Text SummarizationDecision Making | —Unverified | 0 |
| TransSum: Translating Aspect and Sentiment Embeddings for Self-Supervised Opinion Summarization | Aug 1, 2021 | Opinion Summarization | —Unverified | 0 |
| Unsupervised Aspect-Based Multi-Document Abstractive Summarization | Nov 1, 2019 | Abstractive Text SummarizationClustering | —Unverified | 0 |
